Cancer phase I clinical trials: efficient dose escalation with overdose control
We describe an adaptive dose escalation scheme for use in cancer phase I clinical trials. The method is fully adaptive, makes use of all the information available at the time of each dose assignment, and directly addresses the ethical need to control the probability of overdosing. It is designed to...
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Published in | Statistics in medicine Vol. 17; no. 10; pp. 1103 - 1120 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Chichester
Wiley Subscription Services, Inc., A Wiley Company
30.05.1998
Wiley |
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Online Access | Get full text |
ISSN | 0277-6715 1097-0258 |
DOI | 10.1002/(SICI)1097-0258(19980530)17:10<1103::AID-SIM793>3.0.CO;2-9 |
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Abstract | We describe an adaptive dose escalation scheme for use in cancer phase I clinical trials. The method is fully adaptive, makes use of all the information available at the time of each dose assignment, and directly addresses the ethical need to control the probability of overdosing. It is designed to approach the maximum tolerated dose as fast as possible subject to the constraint that the predicted proportion of patients who receive an overdose does not exceed a specified value. We conducted simulations to compare the proposed method with four up‐and‐down designs, two stochastic approximation methods, and with a variant of the continual reassessment method. The results showed the proposed method effective as a means to control the frequency of overdosing. Relative to the continual reassessment method, our scheme overdosed a smaller proportion of patients, exhibited fewer toxicities and estimated the maximum tolerated dose with comparable accuracy. When compared to the non‐parametric schemes, our method treated fewer patients at either subtherapeutic or severely toxic dose levels, treated more patients at optimal dose levels and estimated the maximum tolerated dose with smaller average bias and mean squared error. Hence, the proposed method is promising alternative to currently used cancer phase I clinical trial designs. © 1998 John Wiley & Sons, Ltd. |
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AbstractList | We describe an adaptive dose escalation scheme for use in cancer phase I clinical trials. The method is fully adaptive, makes use of all the information available at the time of each dose assignment, and directly addresses the ethical need to control the probability of overdosing. It is designed to approach the maximum tolerated dose as fast as possible subject to the constraint that the predicted proportion of patients who receive an overdose does not exceed a specified value. We conducted simulations to compare the proposed method with four up‐and‐down designs, two stochastic approximation methods, and with a variant of the continual reassessment method. The results showed the proposed method effective as a means to control the frequency of overdosing. Relative to the continual reassessment method, our scheme overdosed a smaller proportion of patients, exhibited fewer toxicities and estimated the maximum tolerated dose with comparable accuracy. When compared to the non‐parametric schemes, our method treated fewer patients at either subtherapeutic or severely toxic dose levels, treated more patients at optimal dose levels and estimated the maximum tolerated dose with smaller average bias and mean squared error. Hence, the proposed method is promising alternative to currently used cancer phase I clinical trial designs. © 1998 John Wiley & Sons, Ltd. We describe an adaptive dose escalation scheme for use in cancer phase I clinical trials. The method is fully adaptive, makes use of all the information available at the time of each dose assignment, and directly addresses the ethical need to control the probability of overdosing. It is designed to approach the maximum tolerated dose as fast as possible subject to the constraint that the predicted proportion of patients who receive an overdose does not exceed a specified value. We conducted simulations to compare the proposed method with four up-and-down designs, two stochastic approximation methods, and with a variant of the continual reassessment method. The results showed the proposed method effective as a means to control the frequency of overdosing. Relative to the continual reassessment method, our scheme overdosed a smaller proportion of patients, exhibited fewer toxicities and estimated the maximum tolerated dose with comparable accuracy. When compared to the non-parametric schemes, our method treated fewer patients at either subtherapeutic or severely toxic dose levels, treated more patients at optimal dose levels and estimated the maximum tolerated dose with smaller average bias and mean squared error. Hence, the proposed method is promising alternative to currently used cancer phase I clinical trial designs. We describe an adaptive dose escalation scheme for use in cancer phase I clinical trials. The method is fully adaptive, makes use of all the information available at the time of each dose assignment, and directly addresses the ethical need to control the probability of overdosing. It is designed to approach the maximum tolerated dose as fast as possible subject to the constraint that the predicted proportion of patients who receive an overdose does not exceed a specified value. We conducted simulations to compare the proposed method with four up-and-down designs, two stochastic approximation methods, and with a variant of the continual reassessment method. The results showed the proposed method effective as a means to control the frequency of overdosing. Relative to the continual reassessment method, our scheme overdosed a smaller proportion of patients, exhibited fewer toxicities and estimated the maximum tolerated dose with comparable accuracy. When compared to the non-parametric schemes, our method treated fewer patients at either subtherapeutic or severely toxic dose levels, treated more patients at optimal dose levels and estimated the maximum tolerated dose with smaller average bias and mean squared error. Hence, the proposed method is promising alternative to currently used cancer phase I clinical trial designs.We describe an adaptive dose escalation scheme for use in cancer phase I clinical trials. The method is fully adaptive, makes use of all the information available at the time of each dose assignment, and directly addresses the ethical need to control the probability of overdosing. It is designed to approach the maximum tolerated dose as fast as possible subject to the constraint that the predicted proportion of patients who receive an overdose does not exceed a specified value. We conducted simulations to compare the proposed method with four up-and-down designs, two stochastic approximation methods, and with a variant of the continual reassessment method. The results showed the proposed method effective as a means to control the frequency of overdosing. Relative to the continual reassessment method, our scheme overdosed a smaller proportion of patients, exhibited fewer toxicities and estimated the maximum tolerated dose with comparable accuracy. When compared to the non-parametric schemes, our method treated fewer patients at either subtherapeutic or severely toxic dose levels, treated more patients at optimal dose levels and estimated the maximum tolerated dose with smaller average bias and mean squared error. Hence, the proposed method is promising alternative to currently used cancer phase I clinical trial designs. |
Author | Babb, James Rogatko, André Zacks, Shelemyahu |
Author_xml | – sequence: 1 givenname: James surname: Babb fullname: Babb, James email: babb@canape.fccc.edu organization: Fox Chase Cancer Center, Department of Biostatistics, 510 Township Line Road, Cheltenham, PA 19012, U.S.A – sequence: 2 givenname: André surname: Rogatko fullname: Rogatko, André organization: Fox Chase Cancer Center, Department of Biostatistics, 510 Township Line Road, Cheltenham, PA 19012, U.S.A – sequence: 3 givenname: Shelemyahu surname: Zacks fullname: Zacks, Shelemyahu organization: Binghamton University, Department of Mathematical Sciences, State University of New York, Binghamton, NY 13901, U.S.A |
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Keywords | Toxicity Overdosing Tolerance limit Pharmacovigilance Malignant tumor Stochastic method Adaptive method Statistical method Ethics Simulation Phase I trial Control method Effective dose |
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References | Wetherill, G. B. 'Sequential estimation of quantal response curves (with discussion)', Journal of the Royal Statistical Society, Series B, 25, (1), 1-48 (1963). Eichhorn, B. H. and Zacks, S. 'Sequential search for an optimal dosage, I', Journal of the American Statistical Association, 68, 594-598 (1973). Wooley, P. V. and Schein, P. S. Methods of Cancer Research, Academic Press, New York, 1979. Tsutakawa, R. K. 'Design of experiment for bioassay', Journal of the American Statistical Association, 67, 584-590 (1976). Von Hoff, D. D., Kuhn, J. and Clark, G. Cancer Clinical Trials: Methods and Practice, Oxford University Press, Oxford, 1984. Dvoretzky, A. 'On stochastic approximation', in LeCam, L. and Neyman, J. (eds), Proceedings of the Third Berkeley Symposium, 1, University of California Press, Berkeley, 1956. Emanuel, E. J. 'A phase I trial on the ethics of phase I trials', Journal of Clinical Oncology, 13, 1049-1051 (1995). Anbar, D. 'The application of stochastic approximation procedures to the bioassay problem', Journal of Statistical Planning and Inference, 1, 191-206 (1977). Cochran, W. G. and Davis, M. 'The Robbins-Munro method for estimating the median lathal dose', Journal of the Royal Statistical Society, Series B, 27, (1), 28-44 (1965). Dixon, W. J. and Mood, A. M. 'A method for obtaining and analyzing sensitivity data', Journal of the American Statistical Association, 43, 109-126 (1948). Robbins, H. and Monro, S. 'A stochastic approximation method', Annals of Mathematical Statistics, 22, 400-407 (1951). Wu, C. F. J. 'Efficient sequential designs with binary data', Journal of the American Statistical Association, 80, 974-984 (1985). Watson, A. B. and Pelli, D. G. 'QUEST: a Bayesian adaptive psychometric method', Perception and Psychophysics, 33, 113-120 (1983). Brownlee, M. A., Hodges, J. L. and Rosenblatt, M. 'The up-and-down method with small samples', Journal of the American Statistical Association, 48, 262-277 (1953). Anbar, D. 'Stochastic approximation methods and their use in bioassay and phase I clinical trials', Communications in Statistics, 13, (19), 2451-2467 (1978). O'Quigley, J., Pepe, M. and Fisher, L. 'Continual reassessment method: a practical design for phase I clinical trials in cancer', Biometrics, 46, 33-38 (1990). Storer, B. 'Design and analysis of phase I clinical trials', Biometrics, 45, 925-937 (1989). 1963; 25 1989; 45 1976; 67 1990; 46 1973; 68 1995; 13 1985; 80 1977; 1 1951; 22 1984 1994 1978; 13 1953; 48 1948; 43 1965; 27 1979 1983; 33 1956 |
References_xml | – reference: Emanuel, E. J. 'A phase I trial on the ethics of phase I trials', Journal of Clinical Oncology, 13, 1049-1051 (1995). – reference: O'Quigley, J., Pepe, M. and Fisher, L. 'Continual reassessment method: a practical design for phase I clinical trials in cancer', Biometrics, 46, 33-38 (1990). – reference: Watson, A. B. and Pelli, D. G. 'QUEST: a Bayesian adaptive psychometric method', Perception and Psychophysics, 33, 113-120 (1983). – reference: Von Hoff, D. D., Kuhn, J. and Clark, G. Cancer Clinical Trials: Methods and Practice, Oxford University Press, Oxford, 1984. – reference: Storer, B. 'Design and analysis of phase I clinical trials', Biometrics, 45, 925-937 (1989). – reference: Anbar, D. 'The application of stochastic approximation procedures to the bioassay problem', Journal of Statistical Planning and Inference, 1, 191-206 (1977). – reference: Dvoretzky, A. 'On stochastic approximation', in LeCam, L. and Neyman, J. (eds), Proceedings of the Third Berkeley Symposium, 1, University of California Press, Berkeley, 1956. – reference: Anbar, D. 'Stochastic approximation methods and their use in bioassay and phase I clinical trials', Communications in Statistics, 13, (19), 2451-2467 (1978). – reference: Brownlee, M. A., Hodges, J. L. and Rosenblatt, M. 'The up-and-down method with small samples', Journal of the American Statistical Association, 48, 262-277 (1953). – reference: Wooley, P. V. and Schein, P. S. Methods of Cancer Research, Academic Press, New York, 1979. – reference: Eichhorn, B. H. and Zacks, S. 'Sequential search for an optimal dosage, I', Journal of the American Statistical Association, 68, 594-598 (1973). – reference: Tsutakawa, R. K. 'Design of experiment for bioassay', Journal of the American Statistical Association, 67, 584-590 (1976). – reference: Cochran, W. G. and Davis, M. 'The Robbins-Munro method for estimating the median lathal dose', Journal of the Royal Statistical Society, Series B, 27, (1), 28-44 (1965). – reference: Robbins, H. and Monro, S. 'A stochastic approximation method', Annals of Mathematical Statistics, 22, 400-407 (1951). – reference: Wetherill, G. B. 'Sequential estimation of quantal response curves (with discussion)', Journal of the Royal Statistical Society, Series B, 25, (1), 1-48 (1963). – reference: Dixon, W. J. and Mood, A. M. 'A method for obtaining and analyzing sensitivity data', Journal of the American Statistical Association, 43, 109-126 (1948). – reference: Wu, C. F. J. 'Efficient sequential designs with binary data', Journal of the American Statistical Association, 80, 974-984 (1985). – volume: 46 start-page: 33 year: 1990 end-page: 38 article-title: Continual reassessment method: a practical design for phase I clinical trials in cancer publication-title: Biometrics – volume: 13 start-page: 2451 issue: 19 year: 1978 end-page: 2467 article-title: Stochastic approximation methods and their use in bioassay and phase I clinical trials publication-title: Communications in Statistics – year: 1984 – volume: 68 start-page: 594 year: 1973 end-page: 598 article-title: Sequential search for an optimal dosage, I publication-title: Journal of the American Statistical Association – volume: 43 start-page: 109 year: 1948 end-page: 126 article-title: A method for obtaining and analyzing sensitivity data publication-title: Journal of the American Statistical Association – year: 1956 – volume: 22 start-page: 400 year: 1951 end-page: 407 article-title: A stochastic approximation method publication-title: Annals of Mathematical Statistics – volume: 25 start-page: 1 issue: 1 year: 1963 end-page: 48 article-title: Sequential estimation of quantal response curves (with discussion) publication-title: Journal of the Royal Statistical Society, Series B – volume: 1 start-page: 191 year: 1977 end-page: 206 article-title: The application of stochastic approximation procedures to the bioassay problem publication-title: Journal of Statistical Planning and Inference – volume: 45 start-page: 925 year: 1989 end-page: 937 article-title: Design and analysis of phase I clinical trials publication-title: Biometrics – volume: 80 start-page: 974 year: 1985 end-page: 984 article-title: Efficient sequential designs with binary data publication-title: Journal of the American Statistical Association – volume: 67 start-page: 584 year: 1976 end-page: 590 article-title: Design of experiment for bioassay publication-title: Journal of the American Statistical Association – volume: 33 start-page: 113 year: 1983 end-page: 120 article-title: QUEST: a Bayesian adaptive psychometric method publication-title: Perception and Psychophysics – year: 1979 – volume: 27 start-page: 28 issue: 1 year: 1965 end-page: 44 article-title: The Robbins‐Munro method for estimating the median lathal dose publication-title: Journal of the Royal Statistical Society, Series B – volume: 13 start-page: 1049 year: 1995 end-page: 1051 article-title: A phase I trial on the ethics of phase I trials publication-title: Journal of Clinical Oncology – start-page: 467 year: 1994 end-page: 476 – volume: 48 start-page: 262 year: 1953 end-page: 277 article-title: The up‐and‐down method with small samples publication-title: Journal of the American Statistical Association |
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SubjectTerms | Antineoplastic Agents - administration & dosage Antineoplastic Agents - adverse effects Bayes Theorem Biological and medical sciences Clinical trial. Drug monitoring Clinical Trials, Phase I as Topic - statistics & numerical data Dose-Response Relationship, Drug Drug Administration Schedule Drug Overdose - prevention & control General pharmacology Humans Medical sciences Models, Statistical Neoplasms - drug therapy Pharmacology. Drug treatments Probability Stochastic Processes |
Title | Cancer phase I clinical trials: efficient dose escalation with overdose control |
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